This thesis work presents an analytical study of stereovision and telemetry, as well as a fusion model for an autonomous vehicle. A method to enhance visual pedestrian detection through image sequences and an obstacle segmentation algorithm based on time-of-flight are also described and used in localization, navigation and mapping in dynamic crowded environments.